As subjective artistic creations, artistic paintings carry emotion of their creators. Emotions expressed in paintings and emotion aroused in spectators by paintings are two kinds of emotions that scholars have paid attention to. Traditional studies on emotions expressed by paintings are mainly conducted from qualitative perspectives, with neither quantitative output on the emotional values of a painting, nor exploration of trends in the expression of emotion in art history. In this research we threat facial expressions in paintings as an artistic characteristics of art history and employ cognitive computation technology to identify the facial emotions in paintings and to investigate the quantitative measures of paintings from three emotion-related aspects: the spatial and temporal patterns of painting emotions in art history, the gender difference on the emotion of paintings and the color preference associated with emotions. We discovered that the emotion of happiness has a growing trend from ancient to modern times in paintings history, and men and women have different facial expressions patterns along time. As for color preference, artists with different culture backgrounds had similar association preferences between colors and emotions.
翻译:作为主观艺术创作,艺术绘画带有创作者的情感。绘画和绘画旁观者所表现出的情感是学者们所关注的两种情感。关于绘画所表现的情感的传统研究主要从定性角度进行,既不是绘画情感价值的定量产出,也不是艺术史情感表达趋势的探索。在这项研究中,我们威胁绘画中的面部表达是艺术历史的艺术特征,并使用认知计算技术来辨别绘画中的面部情感,并调查绘画中三个情感相关方面的绘画量度:艺术史中绘画情感的空间和时间模式、绘画情感的性别差异和与情感相关的颜色偏好。我们发现幸福的情感在绘画史中从古代到现代的时代都有不断增长的趋势,男女有着不同的面部表达模式。关于色彩偏好,不同文化背景的艺术家在色彩和情感之间有着相似的偏好。